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The planning loop delegates execution tasks through a structured Actor-Critic model:
  • Actor: The planner loops through user requests to formulate and stack discrete TaskNode parameters.
  • Critic: The safety monitor validates structural alterations (multi-file edits) against compiler/testing diagnostics before applying them.